{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0d1baea4-194d-454e-b9cd-504018b2c601",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "540a5127-64c4-4ccf-98c6-8fef64a8d529",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os,sys\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import skimage, skimage.io\n",
    "import torch\n",
    "import torchvision\n",
    "import torchxrayvision as xrv\n",
    "import dataset_utils\n",
    "import pandas as pd\n",
    "from tqdm.autonotebook import tqdm\n",
    "import model_ptl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de64dcfc-2007-48fa-a9f4-6b1e5bee817e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5c65b692-26ba-4385-9ca2-be85ce69aa25",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "transform = torchvision.transforms.Compose([xrv.datasets.XRayCenterCrop(),\n",
    "                                            xrv.datasets.XRayResizer(320)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2aeb02fa-470b-44e2-acf7-1cfd956ceb13",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Hemidiaphragm Elevation', 'Nodule', 'Hernia', 'Cardiomegaly', 'Pneumonia', 'Emphysema', 'Infiltration', 'Pleural_Thickening', 'Air Trapping', 'Bronchiectasis', 'Scoliosis', 'Costophrenic Angle Blunting', 'Effusion', 'Mass', 'Consolidation', 'Flattened Diaphragm', 'Granuloma', 'Hilar Enlargement', 'Atelectasis', 'Fibrosis', 'Tube', 'Aortic Atheromatosis', 'Aortic Elongation', 'Support Devices', 'Pneumothorax', 'Tuberculosis', 'Edema', 'Fracture']\n"
     ]
    }
   ],
   "source": [
    "d = dataset_utils.get_data(\"pc\", transform=transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c192cf8-4e62-4109-a4da-8981b5891a4f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "aebb4734-89c2-44f6-95f6-ec898f227277",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d.csv.age_years.hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81e2d6ea-e8c9-4465-9e46-4f38f147d877",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a6d1a7ca-83e8-4504-9f18-7ddde02b3bda",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "530bbbbb-3a35-4921-af36-cf52b94fc0fd",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "model = xrv.baseline_models.riken.AgeModel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8f956130-a127-4c25-8701-88e315759fa9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "99d22144-2507-4ea8-8cd1-df1ef3a66b7b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "638a8511-15c0-4779-9b9e-20f0f97ea100",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "bfbebe60-d182-42fa-8852-f64de7ce785f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Hemidiaphragm Elevation', 'Nodule', 'Hernia', 'Cardiomegaly', 'Pneumonia', 'Emphysema', 'Infiltration', 'Pleural_Thickening', 'Air Trapping', 'Bronchiectasis', 'Scoliosis', 'Costophrenic Angle Blunting', 'Effusion', 'Mass', 'Consolidation', 'Flattened Diaphragm', 'Granuloma', 'Hilar Enlargement', 'Atelectasis', 'Fibrosis', 'Tube', 'Aortic Atheromatosis', 'Aortic Elongation', 'Support Devices', 'Pneumothorax', 'Tuberculosis', 'Edema', 'Fracture']\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "63e173ffec494222993a9091a19959af",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/125 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = dataset_utils.get_data(\"pc\", transform=transform)\n",
    "ds = xrv.datasets.SubsetDataset(d, range(500))\n",
    "preds = xrv.utils.infer(model, ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "19237088-7098-407b-97fc-7efce4870606",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.039689092636109"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.abs((ds.csv.age_years - preds.flatten())).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "605c737a-a6a6-4955-9998-fe1f68c09d59",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(ds.csv.age_years, preds);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30867ee8-bef1-4b49-ba42-28bf303ef42c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b612a39-b819-45ef-8d0c-c61cacf526ca",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe1cb487-6455-4f68-9509-a69e220524fa",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "597b74cd-b6e4-43a1-b08b-e7d0d9ba7351",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Lung Lesion', 'Pneumonia', 'Effusion', 'Support Devices', 'Pneumothorax', 'Consolidation', 'Cardiomegaly', 'Edema', 'Lung Opacity', 'Enlarged Cardiomediastinum', 'Fracture', 'Atelectasis', 'Pleural Other']\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5f497b38222d42beb65a2020b624c164",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/125 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = dataset_utils.get_data(\"chex\", transform=transform)\n",
    "ds = xrv.datasets.SubsetDataset(d, range(500))\n",
    "preds = xrv.utils.infer(model, ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "65dcdc83-62a2-4586-8fa9-db295ace30b6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.724584911346435"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.abs((ds.csv.age_years - preds.flatten())).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "f87864d6-1858-4b96-b6c0-a191a0b23c09",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(ds.csv.age_years, preds);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16c4d112-9825-4edb-ad34-32b1062ab476",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5ae33eda-67ec-4b0f-a52f-70cf13f2a0c8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "41499bee-7a5b-4a7d-b47d-9830123c739c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Fibrosis', 'Pneumonia', 'Nodule', 'Effusion', 'Pneumothorax', 'Hernia', 'Mass', 'Consolidation', 'Emphysema', 'Infiltration', 'Cardiomegaly', 'Edema', 'Pleural_Thickening', 'Atelectasis']\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e253fe8fd6794b3ca93d3fa214b213bf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/125 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = dataset_utils.get_data(\"nih\", transform=transform)\n",
    "ds = xrv.datasets.SubsetDataset(d, range(500))\n",
    "preds = xrv.utils.infer(model, ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "2dce5b9a-c998-4a25-8847-42da94ab0621",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.5206049575805665"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.abs((ds.csv.age_years - preds.flatten())).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "799b98be-0478-43a1-a118-f7d6a782c135",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(ds.csv.age_years, preds);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f1389d3c-bc36-4ae2-96f8-04b0edd33571",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4765c89-7a46-442a-aa9f-ff630d95b744",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e6cd121-acdf-466b-af8f-c84b27ff62f3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8f826293-2c23-4752-aa35-4b11e7fd63df",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8811d180-0e41-4472-9499-9289fde6063b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
